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--- |
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tags: |
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- bertopic |
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library_name: bertopic |
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pipeline_tag: text-classification |
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--- |
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# TopicModelling |
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This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model. |
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BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets. |
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## Usage |
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To use this model, please install BERTopic: |
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``` |
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pip install -U bertopic |
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``` |
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You can use the model as follows: |
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```python |
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from bertopic import BERTopic |
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topic_model = BERTopic.load("heyitskim1912/TopicModelling") |
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topic_model.get_topic_info() |
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``` |
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## Topic overview |
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* Number of topics: 36 |
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* Number of training documents: 1845 |
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<details> |
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<summary>Click here for an overview of all topics.</summary> |
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| Topic ID | Topic Keywords | Topic Frequency | Label | |
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|----------|----------------|-----------------|-------| |
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| -1 | growth rate - immersive - subscriber - future - long term | 10 | Outliers | |
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| 0 | expense growth - quarter versus - operating margin - lower expected - headwind | 564 | Decreased Operating Income and Higher Expenses | |
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| 1 | going forward - pricing actions - weâ ve - latin america - subscriber base | 153 | Cost Drivers and Pricing Strategy | |
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| 2 | distributed computing - process automation - windows 11 - power platform - active users | 146 | Digital Transformation | |
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| 3 | strong prior - continued strength - benefiting - revenue increased - driven growth | 128 | Revenue Growth and Performance | |
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| 4 | revenue growth - growth cable - growth sequentially - operating results - increased versus | 123 | Operating Results and Revenue Performance | |
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| 5 | growth strategy - profitability - efficiencies - resilience - significant progress | 66 | Resilience and Growth Strategy in Challenging Times | |
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| 6 | innovate - diversify - expanding opportunity - leveraging - customization | 50 | Driving Growth through Innovation and Expansion | |
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| 7 | personalizing experiences - transformative - experiences make - unparalleled - human connection | 48 | Transforming Entertainment through Unparalleled Storytelling | |
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| 8 | growth continued - strong job - demand strong - revenue growth - momentum microsoft | 45 | Sustained Growth and Engagement in Gaming and Office Consumer | |
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| 9 | guidance provided - year 2022 - integration costs - reopening - based current | 31 | Forward-looking Statements and Cautionary Statements | |
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| 10 | unwavering - reinvention - human connection - strategic investments - leadership team | 29 | Commitment to Reinvention and Partner Support | |
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| 11 | disneyland paris - entire quarter - including shanghai - navigating - limited number | 27 | Impact of Pandemic on Disney Theme Parks | |
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| 12 | staffing issues - shutdowns china - quarter diluted - onset pandemic - impacting | 26 | Supply Chain Disruptions and Inflationary Costs during Omicron Variant | |
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| 13 | strong demand - really strong - growth driving - great content - opportunity market | 26 | Strong Demand and Increased Per Capita Spending | |
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| 14 | improvement cloud - increased slightly - improvements azure - margin businesses - revenue mix | 25 | Improved Gross Margin Percentage in Cloud Services | |
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| 15 | star wars - pixar - jungle cruise - franchises including - disney day | 25 | Upcoming Content Expansion and Exciting Releases | |
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| 16 | consistently strong - continued growth - strong revenue - strong quarter - stellar performance | 25 | Revenue Growth and Performance | |
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| 17 | optimize - believe prudent - singularly focused - enhancements - executing reinvention | 24 | Commitment to Reinvention and Partner Support | |
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| 18 | customer experience - consumer products - iced coffee - coffee innovation - selling iced | 24 | Digital Engagement | |
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| 19 | strong food - diverse customer - strategically manage - growth digital - marketing solutions | 21 | Audience Engagement | |
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| 20 | espn advertising - continue perform - entertainment titles - nba finals - general entertainment | 20 | Sports Broadcasting and Streaming Success | |
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| 21 | innovation driving - growth continued - drive healthy - advanced security - demand microsoft | 19 | Microsoft Windows Commercial Products and Cloud Services Growth | |
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| 22 | revenue growth - segment revenue - enterprise services - productivity business - personal computing | 18 | Microsoft Revenue Outlook by Business Segments | |
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| 23 | customizing - experience possible - connect enables - feel good - loyalty program | 18 | Digital Rewards and Enhanced Customer Experience | |
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| 24 | strong annuity - significant growth - strong execution - demand strong - increased commitment | 17 | Microsoft Windows Commercial Products and Cloud Services Growth | |
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| 25 | driven growth - rewards program - growth asia - new stores - business q4 | 17 | Expansion in China | |
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| 26 | million subscriptions - million subscribers - sales mix - paid subscribers - q1 results | 16 | Continuous Growth of Subscriptions and ESPN+ | |
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| 27 | intensify - remain stable - stronger expected - fy2022 - anticipated half | 14 | Continuous Growth of Subscriptions and ESPN+ | |
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| 28 | increased slightly - increased constant - income increased - increased 22 - margin dollars | 14 | Significant Growth in Operating Income and Expenses | |
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| 29 | resonating - windows 11 - disneyland paris - alluded - advertisers | 14 | Successful Launch of Disney+ Ad-Supported Subscription | |
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| 30 | growing demand - increase versus - support growing - simplifying - fiscal 2023 | 13 | Investment in Cloud Services to Meet Growing Demand | |
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| 31 | experiences make - accretive business - integrations teams - connect enables - metrics | 13 | Reinventing Retail Partner Experience for Growth | |
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| 32 | excellence innovation - strong momentum - innovation audience - storytelling excellence - leading benefits | 13 | Driving Performance and Innovation through Strategic Investments | |
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| 33 | metrics - non gaap - currency dollars - fiscal 2022 - constant currency | 12 | Currency-Based Outlook for Performance Forecasting | |
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| 34 | robust demand - strong performance - driven growth - growth global - revenue increased | 11 | Strong Revenue Growth in Channel Development | |
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</details> |
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## Training hyperparameters |
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* calculate_probabilities: True |
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* language: None |
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* low_memory: False |
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* min_topic_size: 10 |
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* n_gram_range: (1, 1) |
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* nr_topics: None |
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* seed_topic_list: None |
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* top_n_words: 10 |
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* verbose: True |
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## Framework versions |
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* Numpy: 1.22.4 |
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* HDBSCAN: 0.8.29 |
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* UMAP: 0.5.3 |
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* Pandas: 1.5.3 |
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* Scikit-Learn: 1.2.2 |
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* Sentence-transformers: 2.2.2 |
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* Transformers: 4.30.2 |
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* Numba: 0.56.4 |
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* Plotly: 5.13.1 |
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* Python: 3.10.12 |
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